Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	6156
Missing cells	232
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	234.0 B

Variable types

DateTime	1
Numeric	19
Categorical	1

Alerts

`volume` has constant value "0"	Constant
`close` is highly overall correlated with `high` and 6 other fields	High correlation
`daily_return` is highly overall correlated with `log_return`	High correlation
`high` is highly overall correlated with `close` and 6 other fields	High correlation
`log_return` is highly overall correlated with `daily_return`	High correlation
`low` is highly overall correlated with `close` and 6 other fields	High correlation
`ma_20` is highly overall correlated with `close` and 6 other fields	High correlation
`ma_5` is highly overall correlated with `close` and 6 other fields	High correlation
`macd_12_26` is highly overall correlated with `macd_signal_12_26` and 4 other fields	High correlation
`macd_histogram_12_26` is highly overall correlated with `rsi_14` and 3 other fields	High correlation
`macd_signal_12_26` is highly overall correlated with `macd_12_26` and 1 other fields	High correlation
`macd_signal_strength` is highly overall correlated with `close` and 6 other fields	High correlation
`open` is highly overall correlated with `close` and 6 other fields	High correlation
`price_range` is highly overall correlated with `close` and 6 other fields	High correlation
`rsi_14` is highly overall correlated with `macd_12_26` and 5 other fields	High correlation
`stoch_14` is highly overall correlated with `macd_12_26` and 4 other fields	High correlation
`stoch_smoothd` is highly overall correlated with `macd_12_26` and 4 other fields	High correlation
`stoch_smoothk` is highly overall correlated with `macd_12_26` and 4 other fields	High correlation
`volatility_20` is highly overall correlated with `volatility_5`	High correlation
`volatility_5` is highly overall correlated with `volatility_20`	High correlation
`date` has unique values	Unique

Reproduction

Analysis started	2025-10-10 13:25:11.714026
Analysis finished	2025-10-10 13:26:26.345783
Duration	1 minute and 14.63 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

date
Date

Unique

Distinct	6156
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	48.2 KiB

Minimum	2001-01-01 00:00:00+05:30
Maximum	2025-10-03 00:00:00+05:30
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

open
Real number (ℝ)

High correlation

Distinct	6066
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8326.8888

Minimum	853
Maximum	26248.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	853
5-th percentile	1067.6875
Q1	3478.6875
median	6002.1
Q3	11136.1
95-th percentile	22945.225
Maximum	26248.25
Range	25395.25
Interquartile range (IQR)	7657.4125

Descriptive statistics

Standard deviation	6517.4359
Coefficient of variation (CV)	0.78269761
Kurtosis	0.18020859
Mean	8326.8888
Median Absolute Deviation (MAD)	3884.73
Skewness	1.0325173
Sum	51260327
Variance	42476971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1070.95	3	< 0.1%
1036.34	3	< 0.1%
954.8	2	< 0.1%
2785.7	2	< 0.1%
3040.45	2	< 0.1%
5931.15	2	< 0.1%
973	2	< 0.1%
6186.85	2	< 0.1%
1135.5	2	< 0.1%
973.7	2	< 0.1%
Other values (6056)	6134	99.6%

Value	Count	Frequency (%)
853	1	< 0.1%
861.35	1	< 0.1%
869.15	1	< 0.1%
872.15	1	< 0.1%
873.15	1	< 0.1%
891.75	1	< 0.1%
899.65	1	< 0.1%
899.7	1	< 0.1%
903	1	< 0.1%
903.75	1	< 0.1%

Value	Count	Frequency (%)
26248.25	1	< 0.1%
26061.3	1	< 0.1%
26005.4	1	< 0.1%
25921.45	1	< 0.1%
25899.45	1	< 0.1%
25872.55	1	< 0.1%
25788.45	1	< 0.1%
25661.65	1	< 0.1%
25588.3	1	< 0.1%
25576.65	1	< 0.1%

high
Real number (ℝ)

High correlation

Distinct	6070
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8373.6434

Minimum	877
Maximum	26277.35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	877
5-th percentile	1075.1625
Q1	3510.9875
median	6032.725
Q3	11179.887
95-th percentile	23032.288
Maximum	26277.35
Range	25400.35
Interquartile range (IQR)	7668.9

Descriptive statistics

Standard deviation	6539.6334
Coefficient of variation (CV)	0.78097825
Kurtosis	0.181784
Mean	8373.6434
Median Absolute Deviation (MAD)	3899.25
Skewness	1.0323594
Sum	51548149
Variance	42766805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
994.15	3	< 0.1%
1116.84	2	< 0.1%
1070.15	2	< 0.1%
1098.59	2	< 0.1%
1071.7	2	< 0.1%
5339.45	2	< 0.1%
1837.95	2	< 0.1%
4291.39	2	< 0.1%
1083.65	2	< 0.1%
5267.15	2	< 0.1%
Other values (6060)	6135	99.7%

Value	Count	Frequency (%)
877	1	< 0.1%
878.6	1	< 0.1%
893.05	1	< 0.1%
893.35	1	< 0.1%
903.75	1	< 0.1%
910.35	2	< 0.1%
913.05	1	< 0.1%
914.25	1	< 0.1%
914.3	1	< 0.1%
915	1	< 0.1%

Value	Count	Frequency (%)
26277.35	1	< 0.1%
26250.9	1	< 0.1%
26134.7	1	< 0.1%
26032.8	1	< 0.1%
26011.55	1	< 0.1%
25956	1	< 0.1%
25907.6	1	< 0.1%
25849.25	1	< 0.1%
25669.35	1	< 0.1%
25654.2	1	< 0.1%

low
Real number (ℝ)

High correlation

Distinct	6057
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8269.3278

Minimum	849.95
Maximum	26151.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	849.95
5-th percentile	1060.7625
Q1	3435.1125
median	5961.95
Q3	11051.263
95-th percentile	22803.112
Maximum	26151.4
Range	25301.45
Interquartile range (IQR)	7616.15

Descriptive statistics

Standard deviation	6486.2911
Coefficient of variation (CV)	0.78437949
Kurtosis	0.18571266
Mean	8269.3278
Median Absolute Deviation (MAD)	3866.15
Skewness	1.03505
Sum	50905982
Variance	42071973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1034.09	3	< 0.1%
1043.3	3	< 0.1%
1067.65	2	< 0.1%
2611.94	2	< 0.1%
4924.3	2	< 0.1%
1117.7	2	< 0.1%
5513.35	2	< 0.1%
936.7	2	< 0.1%
4100.8	2	< 0.1%
3402.9	2	< 0.1%
Other values (6047)	6134	99.6%

Value	Count	Frequency (%)
849.95	1	< 0.1%
853	1	< 0.1%
858.85	1	< 0.1%
859.2	1	< 0.1%
861.05	1	< 0.1%
868.3	1	< 0.1%
868.5	1	< 0.1%
873.7	1	< 0.1%
884.65	1	< 0.1%
891	1	< 0.1%

Value	Count	Frequency (%)
26151.4	1	< 0.1%
25998.4	1	< 0.1%
25886.85	1	< 0.1%
25871.35	1	< 0.1%
25847.35	1	< 0.1%
25794.1	1	< 0.1%
25739.2	1	< 0.1%
25523.55	1	< 0.1%
25501.8	1	< 0.1%
25473.3	1	< 0.1%

close
Real number (ℝ)

High correlation

Distinct	6043
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8322.7195

Minimum	854.2
Maximum	26216.05
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	854.2
5-th percentile	1068.0375
Q1	3478.5625
median	5993.025
Q3	11120.1
95-th percentile	22932.562
Maximum	26216.05
Range	25361.85
Interquartile range (IQR)	7641.5375

Descriptive statistics

Standard deviation	6513.5108
Coefficient of variation (CV)	0.78261808
Kurtosis	0.18287157
Mean	8322.7195
Median Absolute Deviation (MAD)	3886
Skewness	1.0335876
Sum	51234661
Variance	42425822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5274.85	3	< 0.1%
954.75	3	< 0.1%
1110.45	3	< 0.1%
1070.65	3	< 0.1%
1067	3	< 0.1%
5486.15	3	< 0.1%
1067.45	2	< 0.1%
1913.6	2	< 0.1%
4958.39	2	< 0.1%
5420.6	2	< 0.1%
Other values (6033)	6130	99.6%

Value	Count	Frequency (%)
854.2	1	< 0.1%
861.4	1	< 0.1%
869.05	1	< 0.1%
872.25	1	< 0.1%
873.7	1	< 0.1%
890	1	< 0.1%
898.8	1	< 0.1%
899.65	1	< 0.1%
900.2	1	< 0.1%
901.95	1	< 0.1%

Value	Count	Frequency (%)
26216.05	1	< 0.1%
26178.95	1	< 0.1%
26004.15	1	< 0.1%
25940.4	1	< 0.1%
25939.05	1	< 0.1%
25810.85	1	< 0.1%
25796.9	1	< 0.1%
25790.95	1	< 0.1%
25637.8	1	< 0.1%
25549	1	< 0.1%

volume
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.7 KiB

0	6156

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	6156
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	6156	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6156	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	6156	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6156	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6156	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6156	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6156	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6156	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6156	100.0%

daily_return
Real number (ℝ)

High correlation

Distinct	6148
Distinct (%)	99.9%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.00057559283

Minimum	-0.12980464
Maximum	0.17743794
Zeros	7
Zeros (%)	0.1%
Negative	2823
Negative (%)	45.9%
Memory size	48.2 KiB

Quantile statistics

Minimum	-0.12980464
5-th percentile	-0.019685556
Q1	-0.0055214287
median	0.00086766738
Q3	0.007188019
95-th percentile	0.01961628
Maximum	0.17743794
Range	0.30724258
Interquartile range (IQR)	0.012709448

Descriptive statistics

Standard deviation	0.013400254
Coefficient of variation (CV)	23.280787
Kurtosis	12.537651
Mean	0.00057559283
Median Absolute Deviation (MAD)	0.0063382485
Skewness	-0.2115726
Sum	3.5427738
Variance	0.00017956681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	0.1%
-0.005319148936	2	< 0.1%
-0.01356187606	1	< 0.1%
0.002333278306	1	< 0.1%
0.0139520051	1	< 0.1%
0.01529328511	1	< 0.1%
0.001297395998	1	< 0.1%
0.001833110559	1	< 0.1%
-0.01856440361	1	< 0.1%
-0.005360055931	1	< 0.1%
Other values (6138)	6138	99.7%

Value	Count	Frequency (%)
-0.1298046413	1	< 0.1%
-0.1223774014	1	< 0.1%
-0.1220291185	1	< 0.1%
-0.08702434578	1	< 0.1%
-0.08301939111	1	< 0.1%
-0.07866084425	1	< 0.1%
-0.07612102218	1	< 0.1%
-0.06772853567	1	< 0.1%
-0.06657666958	1	< 0.1%
-0.06651203165	1	< 0.1%

Value	Count	Frequency (%)
0.1774379366	1	< 0.1%
0.08763205423	1	< 0.1%
0.08295229523	1	< 0.1%
0.06990971617	1	< 0.1%
0.06951494502	1	< 0.1%
0.06624749232	1	< 0.1%
0.06425402826	1	< 0.1%
0.06354909892	1	< 0.1%
0.06305074445	1	< 0.1%
0.06206805054	1	< 0.1%

log_return
Real number (ℝ)

High correlation

Distinct	6148
Distinct (%)	99.9%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.0004854686

Minimum	-0.13903754
Maximum	0.16334084
Zeros	7
Zeros (%)	0.1%
Negative	2823
Negative (%)	45.9%
Memory size	48.2 KiB

Quantile statistics

Minimum	-0.13903754
5-th percentile	-0.019881897
Q1	-0.0055367282
median	0.00086729117
Q3	0.0071623083
95-th percentile	0.01942636
Maximum	0.16334084
Range	0.30237838
Interquartile range (IQR)	0.012699037

Descriptive statistics

Standard deviation	0.013428104
Coefficient of variation (CV)	27.660088
Kurtosis	12.274173
Mean	0.0004854686
Median Absolute Deviation (MAD)	0.0063219022
Skewness	-0.49655986
Sum	2.9880592
Variance	0.00018031398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	0.1%
-0.005333345975	2	< 0.1%
-0.0136546783	1	< 0.1%
0.002330560439	1	< 0.1%
0.0138555718	1	< 0.1%
0.0151775216	1	< 0.1%
0.001296555107	1	< 0.1%
0.001831432463	1	< 0.1%
-0.01873888496	1	< 0.1%
-0.00537447257	1	< 0.1%
Other values (6138)	6138	99.7%

Value	Count	Frequency (%)
-0.1390375423	1	< 0.1%
-0.1305386199	1	< 0.1%
-0.1301418504	1	< 0.1%
-0.09104606444	1	< 0.1%
-0.0866689532	1	< 0.1%
-0.08192706323	1	< 0.1%
-0.0791741923	1	< 0.1%
-0.07013123596	1	< 0.1%
-0.06889645068	1	< 0.1%
-0.06882720483	1	< 0.1%

Value	Count	Frequency (%)
0.1633408378	1	< 0.1%
0.08400290579	1	< 0.1%
0.07969091832	1	< 0.1%
0.0675742675	1	< 0.1%
0.06720522328	1	< 0.1%
0.06414546796	1	< 0.1%
0.06227411079	1	< 0.1%
0.06161152189	1	< 0.1%
0.06114283524	1	< 0.1%
0.06021799849	1	< 0.1%

price_range
Real number (ℝ)

High correlation

Distinct	4746
Distinct (%)	77.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	104.3156

Minimum	5.35
Maximum	1898.05
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	5.35
5-th percentile	15.3375
Q1	45.7375
median	80.725
Q3	135.3
95-th percentile	265.0875
Maximum	1898.05
Range	1892.7
Interquartile range (IQR)	89.5625

Descriptive statistics

Standard deviation	92.88676
Coefficient of variation (CV)	0.89043976
Kurtosis	40.694733
Mean	104.3156
Median Absolute Deviation (MAD)	41.725
Skewness	3.8557885
Sum	642166.85
Variance	8627.9503
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.25	6	0.1%
11.8	6	0.1%
17.75	6	0.1%
72.75	6	0.1%
16.5	5	0.1%
49	5	0.1%
89	5	0.1%
12.75	5	0.1%
9.25	5	0.1%
24.25	5	0.1%
Other values (4736)	6102	99.1%

Value	Count	Frequency (%)
5.35	1	< 0.1%
5.7	1	< 0.1%
5.8	1	< 0.1%
5.85	1	< 0.1%
6.05	1	< 0.1%
6.1	1	< 0.1%
6.35	1	< 0.1%
6.41	1	< 0.1%
6.45	1	< 0.1%
6.5	1	< 0.1%

Value	Count	Frequency (%)
1898.05	1	< 0.1%
1604.25	1	< 0.1%
927.15	1	< 0.1%
878.45	1	< 0.1%
754.85	1	< 0.1%
742.9	1	< 0.1%
727.9	1	< 0.1%
720.5	1	< 0.1%
711.15	1	< 0.1%
704.8	1	< 0.1%

ma_5
Real number (ℝ)

High correlation

Distinct	6142
Distinct (%)	99.8%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	8319.6567

Minimum	869.67
Maximum	26055.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	869.67
5-th percentile	1069.0616
Q1	3470.92
median	5994.685
Q3	11088.945
95-th percentile	22878.251
Maximum	26055.72
Range	25186.05
Interquartile range (IQR)	7618.025

Descriptive statistics

Standard deviation	6506.9621
Coefficient of variation (CV)	0.78211905
Kurtosis	0.18348681
Mean	8319.6567
Median Absolute Deviation (MAD)	3883.021
Skewness	1.033377
Sum	51182528
Variance	42340555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5953.41	2	< 0.1%
1051.83	2	< 0.1%
5765.15	2	< 0.1%
1076.93	2	< 0.1%
1386.65	2	< 0.1%
5390.9	2	< 0.1%
1374.4	2	< 0.1%
7791.3	2	< 0.1%
10486.69	2	< 0.1%
16358.87	2	< 0.1%
Other values (6132)	6132	99.6%
(Missing)	4	0.1%

Value	Count	Frequency (%)
869.67	1	< 0.1%
871.43	1	< 0.1%
879.13	1	< 0.1%
881.6	1	< 0.1%
886.89	1	< 0.1%
887.53	1	< 0.1%
889.81	1	< 0.1%
897.46	1	< 0.1%
900.63	1	< 0.1%
905.05	1	< 0.1%

Value	Count	Frequency (%)
26055.72	1	< 0.1%
26030.08	1	< 0.1%
26001.38	1	< 0.1%
25978.12	1	< 0.1%
25850.57	1	< 0.1%
25818.07	1	< 0.1%
25692.75	1	< 0.1%
25610.28	1	< 0.1%
25588.38	1	< 0.1%
25539.81	1	< 0.1%

ma_20
Real number (ℝ)

High correlation

Distinct	6137
Distinct (%)	100.0%
Missing	19
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	8307.8391

Minimum	903.5825
Maximum	25508.083
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	903.5825
5-th percentile	1068.9477
Q1	3487.3175
median	5972.6125
Q3	11105.382
95-th percentile	22870.696
Maximum	25508.083
Range	24604.5
Interquartile range (IQR)	7618.065

Descriptive statistics

Standard deviation	6481.9996
Coefficient of variation (CV)	0.78022691
Kurtosis	0.18569948
Mean	8307.8391
Median Absolute Deviation (MAD)	3869.2835
Skewness	1.0324031
Sum	50985209
Variance	42016319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1338.92	1	< 0.1%
1344.33	1	< 0.1%
24747.865	1	< 0.1%
1368.227	1	< 0.1%
24786.7775	1	< 0.1%
24760.8725	1	< 0.1%
1350.595	1	< 0.1%
24990.77	1	< 0.1%
1311.0825	1	< 0.1%
1332.07	1	< 0.1%
Other values (6127)	6127	99.5%
(Missing)	19	0.3%

Value	Count	Frequency (%)
903.5825	1	< 0.1%
904.1475	1	< 0.1%
905.5125	1	< 0.1%
905.7675	1	< 0.1%
909.665	1	< 0.1%
910.7175	1	< 0.1%
915.02	1	< 0.1%
915.7	1	< 0.1%
918.0125	1	< 0.1%
921.905	1	< 0.1%

Value	Count	Frequency (%)
25508.0825	1	< 0.1%
25505.5125	1	< 0.1%
25503.6175	1	< 0.1%
25502.575	1	< 0.1%
25501.5575	1	< 0.1%
25499.6175	1	< 0.1%
25498.7375	1	< 0.1%
25482.385	1	< 0.1%
25479.66	1	< 0.1%
25470.9575	1	< 0.1%

volatility_5
Real number (ℝ)

High correlation

Distinct	6151
Distinct (%)	100.0%
Missing	5
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.010674203

Minimum	0.00097879931
Maximum	0.084899011
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0.00097879931
5-th percentile	0.003357962
Q1	0.0058988975
median	0.0086092508
Q3	0.012709923
95-th percentile	0.02456645
Maximum	0.084899011
Range	0.083920211
Interquartile range (IQR)	0.0068110256

Descriptive statistics

Standard deviation	0.0080042595
Coefficient of variation (CV)	0.74986951
Kurtosis	18.298852
Mean	0.010674203
Median Absolute Deviation (MAD)	0.0031682874
Skewness	3.2891237
Sum	65.657023
Variance	6.4068169 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.009960236615	1	< 0.1%
0.009255029473	1	< 0.1%
0.009776844195	1	< 0.1%
0.005253746202	1	< 0.1%
0.01170333444	1	< 0.1%
0.00173829006	1	< 0.1%
0.001818083945	1	< 0.1%
0.01236708655	1	< 0.1%
0.002378463104	1	< 0.1%
0.006680264044	1	< 0.1%
Other values (6141)	6141	99.8%
(Missing)	5	0.1%

Value	Count	Frequency (%)
0.0009787993146	1	< 0.1%
0.0009839640403	1	< 0.1%
0.001066886628	1	< 0.1%
0.001069485725	1	< 0.1%
0.001106336704	1	< 0.1%
0.001226527909	1	< 0.1%
0.00123512364	1	< 0.1%
0.001267984503	1	< 0.1%
0.001302189004	1	< 0.1%
0.001322787533	1	< 0.1%

Value	Count	Frequency (%)
0.0848990108	1	< 0.1%
0.08430842634	1	< 0.1%
0.08194980911	1	< 0.1%
0.08106694953	1	< 0.1%
0.08090106619	1	< 0.1%
0.08076528703	1	< 0.1%
0.08071215601	1	< 0.1%
0.08039413199	1	< 0.1%
0.08030408018	1	< 0.1%
0.07845618615	1	< 0.1%

volatility_20
Real number (ℝ)

High correlation

Distinct	6136
Distinct (%)	100.0%
Missing	20
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.011494748

Minimum	0.003169214
Maximum	0.055962642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0.003169214
5-th percentile	0.0052438279
Q1	0.0073045635
median	0.009633455
Q3	0.013152563
95-th percentile	0.024279384
Maximum	0.055962642
Range	0.052793428
Interquartile range (IQR)	0.0058479992

Descriptive statistics

Standard deviation	0.006850018
Coefficient of variation (CV)	0.59592588
Kurtosis	9.604186
Mean	0.011494748
Median Absolute Deviation (MAD)	0.0027101499
Skewness	2.6462096
Sum	70.531775
Variance	4.6922746 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01187164338	1	< 0.1%
0.01129618347	1	< 0.1%
0.006104201767	1	< 0.1%
0.01745820796	1	< 0.1%
0.005352494153	1	< 0.1%
0.005468672367	1	< 0.1%
0.01109090397	1	< 0.1%
0.004664277677	1	< 0.1%
0.01232980002	1	< 0.1%
0.01120752329	1	< 0.1%
Other values (6126)	6126	99.5%
(Missing)	20	0.3%

Value	Count	Frequency (%)
0.003169213993	1	< 0.1%
0.003209592714	1	< 0.1%
0.003234798119	1	< 0.1%
0.003397803281	1	< 0.1%
0.003476843713	1	< 0.1%
0.003499405667	1	< 0.1%
0.003506370076	1	< 0.1%
0.003511400383	1	< 0.1%
0.003522505813	1	< 0.1%
0.003545771769	1	< 0.1%

Value	Count	Frequency (%)
0.05596264177	1	< 0.1%
0.05595636064	1	< 0.1%
0.05571285592	1	< 0.1%
0.05562758936	1	< 0.1%
0.05295989912	1	< 0.1%
0.05266371564	1	< 0.1%
0.05265606222	1	< 0.1%
0.05241585289	1	< 0.1%
0.05230691593	1	< 0.1%
0.05229416941	1	< 0.1%

rsi_14
Real number (ℝ)

High correlation

Distinct	6138
Distinct (%)	99.9%
Missing	13
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	54.430913

Minimum	7.0284688
Maximum	88.750235
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	7.0284688
5-th percentile	32.810387
Q1	44.991883
median	55.026561
Q3	64.125275
95-th percentile	74.968404
Maximum	88.750235
Range	81.721766
Interquartile range (IQR)	19.133392

Descriptive statistics

Standard deviation	13.0223
Coefficient of variation (CV)	0.23924457
Kurtosis	-0.55189836
Mean	54.430913
Median Absolute Deviation (MAD)	9.5681852
Skewness	-0.13552315
Sum	334369.1
Variance	169.58031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.76272089	2	< 0.1%
69.20267691	2	< 0.1%
76.17125421	2	< 0.1%
44.46319681	2	< 0.1%
47.26228576	2	< 0.1%
57.79219032	1	< 0.1%
56.80572745	1	< 0.1%
67.87042483	1	< 0.1%
49.29135678	1	< 0.1%
65.59476607	1	< 0.1%
Other values (6128)	6128	99.5%
(Missing)	13	0.2%

Value	Count	Frequency (%)
7.028468807	1	< 0.1%
9.334922874	1	< 0.1%
13.04648635	1	< 0.1%
14.01510717	1	< 0.1%
14.27615581	1	< 0.1%
15.15010318	1	< 0.1%
15.46930797	1	< 0.1%
16.84858921	1	< 0.1%
17.15901075	1	< 0.1%
17.57412663	1	< 0.1%

Value	Count	Frequency (%)
88.75023521	1	< 0.1%
88.33851814	1	< 0.1%
87.05091494	1	< 0.1%
86.77086928	1	< 0.1%
86.62151383	1	< 0.1%
85.59890186	1	< 0.1%
84.91842512	1	< 0.1%
84.5965481	1	< 0.1%
84.43011836	1	< 0.1%
84.15103875	1	< 0.1%

macd_12_26
Real number (ℝ)

High correlation

Distinct	6131
Distinct (%)	100.0%
Missing	25
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	26.969717

Minimum	-1003.6168
Maximum	450.13563
Zeros	0
Zeros (%)	0.0%
Negative	2271
Negative (%)	36.9%
Memory size	48.2 KiB

Quantile statistics

Minimum	-1003.6168
5-th percentile	-154.71785
Q1	-22.669752
median	26.117032
Q3	77.130962
95-th percentile	230.86677
Maximum	450.13563
Range	1453.7524
Interquartile range (IQR)	99.800714

Descriptive statistics

Standard deviation	117.55647
Coefficient of variation (CV)	4.3588324
Kurtosis	8.5863924
Mean	26.969717
Median Absolute Deviation (MAD)	49.895442
Skewness	-0.86689358
Sum	165351.33
Variance	13819.525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.437732376	1	< 0.1%
27.93634537	1	< 0.1%
-19.56260652	1	< 0.1%
-83.1338971	1	< 0.1%
28.18096118	1	< 0.1%
27.17396831	1	< 0.1%
26.24684889	1	< 0.1%
27.08404196	1	< 0.1%
24.61136938	1	< 0.1%
22.66883253	1	< 0.1%
Other values (6121)	6121	99.4%
(Missing)	25	0.4%

Value	Count	Frequency (%)
-1003.616759	1	< 0.1%
-988.1323951	1	< 0.1%
-956.1627391	1	< 0.1%
-938.9257581	1	< 0.1%
-888.1738259	1	< 0.1%
-868.534861	1	< 0.1%
-862.2594233	1	< 0.1%
-845.4466905	1	< 0.1%
-817.9905454	1	< 0.1%
-796.5068731	1	< 0.1%

Value	Count	Frequency (%)
450.1356344	1	< 0.1%
441.0433901	1	< 0.1%
427.9624852	1	< 0.1%
426.5308399	1	< 0.1%
426.0788495	1	< 0.1%
425.4796076	1	< 0.1%
424.7269582	1	< 0.1%
423.1200309	1	< 0.1%
418.574005	1	< 0.1%
414.0813856	1	< 0.1%

macd_signal_12_26
Real number (ℝ)

High correlation

Distinct	6123
Distinct (%)	100.0%
Missing	33
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	26.97039

Minimum	-846.06417
Maximum	413.25635
Zeros	0
Zeros (%)	0.0%
Negative	2230
Negative (%)	36.2%
Memory size	48.2 KiB

Quantile statistics

Minimum	-846.06417
5-th percentile	-143.37738
Q1	-21.22864
median	26.094897
Q3	74.053989
95-th percentile	219.63958
Maximum	413.25635
Range	1259.3205
Interquartile range (IQR)	95.282629

Descriptive statistics

Standard deviation	111.07126
Coefficient of variation (CV)	4.1182669
Kurtosis	7.6994928
Mean	26.97039
Median Absolute Deviation (MAD)	47.734841
Skewness	-0.76827156
Sum	165139.7
Variance	12336.826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-122.1546427	1	< 0.1%
-40.80033043	1	< 0.1%
-30.63915184	1	< 0.1%
-41.38739203	1	< 0.1%
1.918520671	1	< 0.1%
25.80188643	1	< 0.1%
26.63011924	1	< 0.1%
25.8378619	1	< 0.1%
24.83284636	1	< 0.1%
23.47119038	1	< 0.1%
Other values (6113)	6113	99.3%
(Missing)	33	0.5%

Value	Count	Frequency (%)
-846.0641668	1	< 0.1%
-840.4494425	1	< 0.1%
-840.4464933	1	< 0.1%
-831.6609287	1	< 0.1%
-828.5146601	1	< 0.1%
-822.160421	1	< 0.1%
-800.9118856	1	< 0.1%
-799.5357037	1	< 0.1%
-768.7419268	1	< 0.1%
-754.1067583	1	< 0.1%

Value	Count	Frequency (%)
413.2563471	1	< 0.1%
412.5869441	1	< 0.1%
410.7904261	1	< 0.1%
406.9683203	1	< 0.1%
406.6786699	1	< 0.1%
402.5286608	1	< 0.1%
400.1589243	1	< 0.1%
399.5985017	1	< 0.1%
399.1231525	1	< 0.1%
397.9947522	1	< 0.1%

macd_histogram_12_26
Real number (ℝ)

High correlation

Distinct	6123
Distinct (%)	100.0%
Missing	33
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00087076288

Minimum	-278.98544
Maximum	208.12098
Zeros	0
Zeros (%)	0.0%
Negative	2965
Negative (%)	48.2%
Memory size	48.2 KiB

Quantile statistics

Minimum	-278.98544
5-th percentile	-53.890384
Q1	-15.569893
median	0.61598695
Q3	14.698084
95-th percentile	53.015164
Maximum	208.12098
Range	487.10642
Interquartile range (IQR)	30.267977

Descriptive statistics

Standard deviation	34.649749
Coefficient of variation (CV)	-39792.405
Kurtosis	6.5581381
Mean	-0.00087076288
Median Absolute Deviation (MAD)	15.119498
Skewness	-0.14576384
Sum	-5.3316811
Variance	1200.6051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.02074561	1	< 0.1%
-2.398875966	1	< 0.1%
42.99296077	1	< 0.1%
34.94965966	1	< 0.1%
-12.16745546	1	< 0.1%
-45.36449296	1	< 0.1%
-2.018749856	1	< 0.1%
-3.169029369	1	< 0.1%
-4.020062162	1	< 0.1%
-5.446623926	1	< 0.1%
Other values (6113)	6113	99.3%
(Missing)	33	0.5%

Value	Count	Frequency (%)
-278.9854364	1	< 0.1%
-265.8988647	1	< 0.1%
-264.433481	1	< 0.1%
-249.5100005	1	< 0.1%
-236.6385354	1	< 0.1%
-236.4634216	1	< 0.1%
-214.1964397	1	< 0.1%
-187.2205094	1	< 0.1%
-179.9424361	1	< 0.1%
-178.8125352	1	< 0.1%

Value	Count	Frequency (%)
208.1209797	1	< 0.1%
205.395061	1	< 0.1%
191.1388391	1	< 0.1%
188.8187902	1	< 0.1%
185.4209143	1	< 0.1%
185.410072	1	< 0.1%
178.5823987	1	< 0.1%
176.5807826	1	< 0.1%
171.9152872	1	< 0.1%
167.3827561	1	< 0.1%

macd_signal_strength
Real number (ℝ)

High correlation

Distinct	6123
Distinct (%)	100.0%
Missing	33
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	23.130063

Minimum	0.0027167435
Maximum	278.98544
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0.0027167435
5-th percentile	1.0614914
Q1	5.8287116
median	15.131542
Q3	31.457506
95-th percentile	71.830715
Maximum	278.98544
Range	278.98272
Interquartile range (IQR)	25.628795

Descriptive statistics

Standard deviation	25.797634
Coefficient of variation (CV)	1.1153292
Kurtosis	12.786009
Mean	23.130063
Median Absolute Deviation (MAD)	11.068057
Skewness	2.7444427
Sum	141625.37
Variance	665.51792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.02074561	1	< 0.1%
2.398875966	1	< 0.1%
42.99296077	1	< 0.1%
34.94965966	1	< 0.1%
12.16745546	1	< 0.1%
45.36449296	1	< 0.1%
2.018749856	1	< 0.1%
3.169029369	1	< 0.1%
4.020062162	1	< 0.1%
5.446623926	1	< 0.1%
Other values (6113)	6113	99.3%
(Missing)	33	0.5%

Value	Count	Frequency (%)
0.002716743528	1	< 0.1%
0.007254303913	1	< 0.1%
0.007358182116	1	< 0.1%
0.007801201396	1	< 0.1%
0.00799084415	1	< 0.1%
0.01246003835	1	< 0.1%
0.01908730041	1	< 0.1%
0.01991809702	1	< 0.1%
0.02097240148	1	< 0.1%
0.02098885846	1	< 0.1%

Value	Count	Frequency (%)
278.9854364	1	< 0.1%
265.8988647	1	< 0.1%
264.433481	1	< 0.1%
249.5100005	1	< 0.1%
236.6385354	1	< 0.1%
236.4634216	1	< 0.1%
214.1964397	1	< 0.1%
208.1209797	1	< 0.1%
205.395061	1	< 0.1%
191.1388391	1	< 0.1%

stoch_14
Real number (ℝ)

High correlation

Distinct	6138
Distinct (%)	99.9%
Missing	13
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	59.733844

Minimum	0.70022859
Maximum	99.303177
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	0.70022859
5-th percentile	5.519429
Q1	30.719318
median	66.778256
Q3	89.184131
95-th percentile	97.841821
Maximum	99.303177
Range	98.602948
Interquartile range (IQR)	58.464813

Descriptive statistics

Standard deviation	31.56329
Coefficient of variation (CV)	0.52839878
Kurtosis	-1.2518735
Mean	59.733844
Median Absolute Deviation (MAD)	25.863726
Skewness	-0.39886912
Sum	366945
Variance	996.2413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63.58670915	2	< 0.1%
91.20267261	2	< 0.1%
28.79441364	2	< 0.1%
88.08542525	2	< 0.1%
51.60513249	2	< 0.1%
5.833716123	1	< 0.1%
88.33345586	1	< 0.1%
75.89291675	1	< 0.1%
85.44962355	1	< 0.1%
35.61015276	1	< 0.1%
Other values (6128)	6128	99.5%
(Missing)	13	0.2%

Value	Count	Frequency (%)
0.7002285924	1	< 0.1%
0.8271658685	1	< 0.1%
1.135646688	1	< 0.1%
1.208536899	1	< 0.1%
1.323687856	1	< 0.1%
1.356105892	1	< 0.1%
1.385340931	1	< 0.1%
1.503759398	1	< 0.1%
1.524545177	1	< 0.1%
1.666108319	1	< 0.1%

Value	Count	Frequency (%)
99.30317658	1	< 0.1%
99.25003538	1	< 0.1%
99.19145848	1	< 0.1%
99.15069686	1	< 0.1%
99.13706853	1	< 0.1%
99.13242009	1	< 0.1%
99.09887042	1	< 0.1%
99.08477842	1	< 0.1%
99.07947423	1	< 0.1%
99.07430573	1	< 0.1%

stoch_smoothk
Real number (ℝ)

High correlation

Distinct	6141
Distinct (%)	100.0%
Missing	15
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	59.735485

Minimum	2.0534357
Maximum	98.870772
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	2.0534357
5-th percentile	10.358036
Q1	31.739624
median	66.847402
Q3	87.46421
95-th percentile	95.528852
Maximum	98.870772
Range	96.817336
Interquartile range (IQR)	55.724586

Descriptive statistics

Standard deviation	29.632858
Coefficient of variation (CV)	0.49606793
Kurtosis	-1.2968601
Mean	59.735485
Median Absolute Deviation (MAD)	24.015235
Skewness	-0.3828451
Sum	366835.61
Variance	878.10629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.38880734	1	< 0.1%
62.34283553	1	< 0.1%
87.55216514	1	< 0.1%
22.40227682	1	< 0.1%
85.56082876	1	< 0.1%
93.90323054	1	< 0.1%
94.08388364	1	< 0.1%
94.15286672	1	< 0.1%
85.89727304	1	< 0.1%
86.81025991	1	< 0.1%
Other values (6131)	6131	99.6%
(Missing)	15	0.2%

Value	Count	Frequency (%)
2.053435721	1	< 0.1%
2.076724208	1	< 0.1%
2.372480517	1	< 0.1%
2.431663351	1	< 0.1%
2.466502373	1	< 0.1%
2.491185237	1	< 0.1%
2.814249384	1	< 0.1%
2.988168324	1	< 0.1%
3.057705165	1	< 0.1%
3.069343363	1	< 0.1%

Value	Count	Frequency (%)
98.87077183	1	< 0.1%
98.75198118	1	< 0.1%
98.71833144	1	< 0.1%
98.71326573	1	< 0.1%
98.61116032	1	< 0.1%
98.59707687	1	< 0.1%
98.55214371	1	< 0.1%
98.50974904	1	< 0.1%
98.4873276	1	< 0.1%
98.4608578	1	< 0.1%

stoch_smoothd
Real number (ℝ)

High correlation

Distinct	6139
Distinct (%)	100.0%
Missing	17
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	59.737489

Minimum	2.1988874
Maximum	98.514578
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.2 KiB

Quantile statistics

Minimum	2.1988874
5-th percentile	11.825532
Q1	32.508503
median	66.703488
Q3	86.733209
95-th percentile	94.525176
Maximum	98.514578
Range	96.315691
Interquartile range (IQR)	54.224705

Descriptive statistics

Standard deviation	28.788491
Coefficient of variation (CV)	0.48191666
Kurtosis	-1.2997123
Mean	59.737489
Median Absolute Deviation (MAD)	23.377989
Skewness	-0.37635434
Sum	366728.45
Variance	828.77722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.91576581	1	< 0.1%
33.69474035	1	< 0.1%
63.2481536	1	< 0.1%
53.46373812	1	< 0.1%
86.7117855	1	< 0.1%
12.37985256	1	< 0.1%
91.18264765	1	< 0.1%
94.0466603	1	< 0.1%
91.3780078	1	< 0.1%
88.95346656	1	< 0.1%
Other values (6129)	6129	99.6%
(Missing)	17	0.3%

Value	Count	Frequency (%)
2.198887434	1	< 0.1%
2.422009557	1	< 0.1%
3.096433441	1	< 0.1%
3.142059116	1	< 0.1%
3.58496371	1	< 0.1%
3.637960398	1	< 0.1%
4.043860321	1	< 0.1%
4.195040632	1	< 0.1%
4.292675916	1	< 0.1%
4.3058734	1	< 0.1%

Value	Count	Frequency (%)
98.514578	1	< 0.1%
98.45443673	1	< 0.1%
98.41582519	1	< 0.1%
98.39216033	1	< 0.1%
98.29133719	1	< 0.1%
98.26899568	1	< 0.1%
98.26475518	1	< 0.1%
97.97438453	1	< 0.1%
97.94991597	1	< 0.1%
97.88663195	1	< 0.1%

Interactions

Correlations

	close	daily_return	high	log_return	low	ma_20	ma_5	macd_12_26	macd_histogram_12_26	macd_signal_12_26	macd_signal_strength	open	price_range	rsi_14	stoch_14	stoch_smoothd	stoch_smoothk	volatility_20	volatility_5
close	1.000	-0.010	1.000	-0.010	1.000	0.998	1.000	0.257	-0.014	0.271	0.507	1.000	0.703	0.067	0.047	0.052	0.052	-0.468	-0.368
daily_return	-0.010	1.000	-0.018	1.000	-0.016	-0.025	-0.024	0.047	0.159	0.001	-0.017	-0.024	-0.088	0.322	0.473	0.059	0.180	0.022	0.034
high	1.000	-0.018	1.000	-0.018	1.000	0.999	1.000	0.255	-0.017	0.270	0.508	1.000	0.708	0.063	0.041	0.051	0.049	-0.465	-0.365
log_return	-0.010	1.000	-0.018	1.000	-0.016	-0.025	-0.024	0.047	0.159	0.001	-0.017	-0.024	-0.088	0.322	0.473	0.059	0.180	0.022	0.034
low	1.000	-0.016	1.000	-0.016	1.000	0.998	1.000	0.258	-0.014	0.272	0.505	1.000	0.700	0.066	0.045	0.054	0.052	-0.470	-0.371
ma_20	0.998	-0.025	0.999	-0.025	0.998	1.000	0.999	0.227	-0.051	0.251	0.512	0.999	0.711	0.028	0.008	0.015	0.013	-0.462	-0.358
ma_5	1.000	-0.024	1.000	-0.024	1.000	0.999	1.000	0.253	-0.024	0.270	0.508	1.000	0.706	0.055	0.032	0.046	0.042	-0.468	-0.367
macd_12_26	0.257	0.047	0.255	0.047	0.258	0.227	0.253	1.000	0.298	0.944	-0.036	0.256	0.028	0.778	0.503	0.654	0.597	-0.350	-0.354
macd_histogram_12_26	-0.014	0.159	-0.017	0.159	-0.014	-0.051	-0.024	0.298	1.000	0.038	-0.006	-0.017	-0.148	0.576	0.735	0.747	0.779	0.041	-0.168
macd_signal_12_26	0.271	0.001	0.270	0.001	0.272	0.251	0.270	0.944	0.038	1.000	-0.037	0.271	0.070	0.641	0.310	0.458	0.390	-0.381	-0.323
macd_signal_strength	0.507	-0.017	0.508	-0.017	0.505	0.512	0.508	-0.036	-0.006	-0.037	1.000	0.507	0.581	-0.151	-0.076	-0.063	-0.067	0.065	0.044
open	1.000	-0.024	1.000	-0.024	1.000	0.999	1.000	0.256	-0.017	0.271	0.507	1.000	0.705	0.062	0.039	0.051	0.049	-0.468	-0.368
price_range	0.703	-0.088	0.708	-0.088	0.700	0.711	0.706	0.028	-0.148	0.070	0.581	0.705	1.000	-0.187	-0.177	-0.138	-0.167	0.020	0.110
rsi_14	0.067	0.322	0.063	0.322	0.066	0.028	0.055	0.778	0.576	0.641	-0.151	0.062	-0.187	1.000	0.851	0.831	0.862	-0.276	-0.314
stoch_14	0.047	0.473	0.041	0.473	0.045	0.008	0.032	0.503	0.735	0.310	-0.076	0.039	-0.177	0.851	1.000	0.801	0.910	-0.112	-0.228
stoch_smoothd	0.052	0.059	0.051	0.059	0.054	0.015	0.046	0.654	0.747	0.458	-0.063	0.051	-0.138	0.831	0.801	1.000	0.954	-0.164	-0.311
stoch_smoothk	0.052	0.180	0.049	0.180	0.052	0.013	0.042	0.597	0.779	0.390	-0.067	0.049	-0.167	0.862	0.910	0.954	1.000	-0.141	-0.285
volatility_20	-0.468	0.022	-0.465	0.022	-0.470	-0.462	-0.468	-0.350	0.041	-0.381	0.065	-0.468	0.020	-0.276	-0.112	-0.164	-0.141	1.000	0.714
volatility_5	-0.368	0.034	-0.365	0.034	-0.371	-0.358	-0.367	-0.354	-0.168	-0.323	0.044	-0.368	0.110	-0.314	-0.228	-0.311	-0.285	0.714	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	date	open	high	low	close	daily_return	log_return	price_range	ma_5	ma_20	volatility_5	volatility_20	rsi_14	macd_12_26	macd_signal_12_26	macd_histogram_12_26	macd_signal_strength	stoch_14	stoch_smoothk	stoch_smoothd
0	2001-01-01 00:00:00+05:30	1263.50	1276.15	1250.65	1254.30	NaN	NaN	25.50	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	2001-01-02 00:00:00+05:30	1254.25	1279.59	1248.55	1271.80	0.013952	0.013856	31.04	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	2001-01-03 00:00:00+05:30	1271.80	1293.55	1263.95	1291.25	0.015293	0.015178	29.60	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	2001-01-04 00:00:00+05:30	1291.30	1331.35	1291.30	1307.65	0.012701	0.012621	40.05	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	2001-01-05 00:00:00+05:30	1307.55	1330.30	1306.25	1327.25	0.014989	0.014877	24.05	1290.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	2001-01-08 00:00:00+05:30	1327.35	1334.20	1303.34	1309.25	-0.013562	-0.013655	30.86	1301.44	NaN	0.012472	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	2001-01-09 00:00:00+05:30	1309.20	1323.40	1304.90	1311.65	0.001833	0.001831	18.50	1309.41	NaN	0.012367	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	2001-01-10 00:00:00+05:30	1311.65	1324.35	1285.30	1287.30	-0.018564	-0.018739	39.05	1308.62	NaN	0.015137	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	2001-01-11 00:00:00+05:30	1287.50	1296.75	1275.95	1280.40	-0.005360	-0.005374	20.80	1303.17	NaN	0.013228	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	2001-01-12 00:00:00+05:30	1280.45	1298.84	1279.40	1286.75	0.004959	0.004947	19.44	1295.07	NaN	0.009960	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	date	open	high	low	close	daily_return	log_return	price_range	ma_5	ma_20	volatility_5	volatility_20	rsi_14	macd_12_26	macd_signal_12_26	macd_histogram_12_26	macd_signal_strength	stoch_14	stoch_smoothk	stoch_smoothd
6146	2025-09-19 00:00:00+05:30	25410.20	25431.40	25286.30	25327.05	-0.003798	-0.003805	145.10	25277.84	24899.8100	0.004351	0.005207	63.708241	136.816464	66.097485	70.718979	70.718979	86.881883	94.233464	95.780709
6147	2025-09-22 00:00:00+05:30	25238.10	25331.70	25151.05	25202.35	-0.004924	-0.004936	180.65	25304.47	24916.4225	0.005135	0.004935	58.187899	134.216094	79.721207	54.494887	54.494887	73.103185	85.842999	92.604987
6148	2025-09-23 00:00:00+05:30	25209.00	25261.90	25084.65	25169.50	-0.001303	-0.001304	177.25	25290.55	24926.5100	0.004047	0.004892	56.791821	128.028727	89.382711	38.646016	38.646016	66.255517	75.413528	85.163330
6149	2025-09-24 00:00:00+05:30	25108.75	25149.85	25027.45	25056.90	-0.004474	-0.004484	122.40	25235.88	24943.7525	0.003556	0.004373	52.171247	112.739721	94.054113	18.685608	18.685608	52.639216	63.999306	75.085278
6150	2025-09-25 00:00:00+05:30	25034.50	25092.70	24878.30	24890.85	-0.006627	-0.006649	214.40	25129.33	24963.2500	0.001939	0.004176	46.201555	86.230219	92.489334	-6.259116	6.259116	19.985653	46.293462	61.902099
6151	2025-09-26 00:00:00+05:30	24818.55	24868.60	24629.45	24654.70	-0.009487	-0.009533	239.15	24994.86	24974.6425	0.003003	0.004705	39.312156	45.639808	83.119429	-37.479621	37.479621	3.082652	25.235840	45.176203
6152	2025-09-29 00:00:00+05:30	24728.55	24791.30	24606.20	24634.90	-0.000803	-0.000803	185.10	24881.37	24975.1350	0.003650	0.004352	38.789874	11.738605	68.843264	-57.104659	57.104659	3.407135	8.825146	26.784816
6153	2025-09-30 00:00:00+05:30	24691.95	24731.80	24587.70	24611.10	-0.000966	-0.000967	144.10	24769.69	24976.7100	0.003727	0.004336	38.134049	-16.854515	51.703708	-68.558223	68.558223	2.718244	3.069343	12.376777
6154	2025-10-01 00:00:00+05:30	24620.55	24867.95	24605.95	24836.30	0.009150	0.009109	262.00	24725.57	24982.7725	0.007141	0.004642	47.226147	-21.099785	37.143010	-58.242795	58.242795	28.878434	11.667938	7.854142
6155	2025-10-03 00:00:00+05:30	24759.55	24904.80	24747.55	24894.25	0.002333	0.002331	157.25	24726.25	24990.7700	0.006722	0.004664	49.291357	-19.562607	25.801886	-45.364493	45.364493	35.610153	22.402277	12.379853

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample